{"id":"https://openalex.org/W4230135973","doi":"https://doi.org/10.1057/9781137453648_2","title":"Tutorial on agent-based modeling and simulation","display_name":"Tutorial on agent-based modeling and simulation","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W4230135973","doi":"https://doi.org/10.1057/9781137453648_2"},"language":"en","primary_location":{"id":"doi:10.1057/9781137453648_2","doi":"https://doi.org/10.1057/9781137453648_2","is_oa":false,"landing_page_url":"https://doi.org/10.1057/9781137453648_2","pdf_url":null,"source":{"id":"https://openalex.org/S4306463716","display_name":"Palgrave Macmillan UK eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310319703","host_organization_name":"Palgrave Macmillan","host_organization_lineage":["https://openalex.org/P4310319703","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Palgrave Macmillan","Springer Nature"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Agent-Based Modeling and Simulation","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W2496893140","display_name":"Agent-Based Modeling and Simulation"},"type":"book-chapter","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069616469","display_name":"Charles M. Macal","orcid":"https://orcid.org/0000-0001-9167-0699","observed_orcids":["https://orcid.org/0000-0001-9167-0699"]},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]},{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"CM Macal","raw_affiliation_strings":["Argonne National Laboratory, Center for Complex Adaptive Agent Systems Simulation, Decision & Information Sciences Division, Argonne, Il, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Argonne National Laboratory, Center for Complex Adaptive Agent Systems Simulation, Decision & Information Sciences Division, Argonne, Il, USA","institution_ids":["https://openalex.org/I1282105669"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027434411","display_name":"MICHAEL J. NORTH","orcid":"https://orcid.org/0000-0002-6668-5503","observed_orcids":["https://orcid.org/0000-0002-6668-5503"]},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]},{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"MJ North","raw_affiliation_strings":["Argonne National Laboratory, Center for Complex Adaptive Agent Systems Simulation, Decision & Information Sciences Division, Argonne, Il, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Argonne National Laboratory, Center for Complex Adaptive Agent Systems Simulation, Decision & Information Sciences Division, Argonne, Il, USA","institution_ids":["https://openalex.org/I1282105669"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":16.615,"has_fulltext":false,"cited_by_count":103,"citation_normalized_percentile":{"value":0.99620455,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"11","last_page":"31"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.5893999934196472,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.5893999934196472,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.4066999852657318,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.0006000000284984708,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/agent-based-modeling","display_name":"agent-based modeling","score":0.9919999837875366},{"id":"https://openalex.org/keywords/complex-systems","display_name":"complex systems","score":0.6660000085830688},{"id":"https://openalex.org/keywords/complex-adaptive-systems","display_name":"complex adaptive systems","score":0.9980000257492065},{"id":"https://openalex.org/keywords/self-organization","display_name":"self-organization","score":0.871999979019165},{"id":"https://openalex.org/keywords/emergent-behavior","display_name":"emergent behavior","score":0.8270000219345093},{"id":"https://openalex.org/keywords/collective-behavior","display_name":"collective behavior","score":0.8809999823570251}],"concepts":[{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.7472418546676636},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6756076216697693},{"id":"https://openalex.org/C167343916","wikidata":"https://www.wikidata.org/wiki/Q6888384","display_name":"Modeling and simulation","level":2,"score":0.4735744893550873},{"id":"https://openalex.org/C41550386","wikidata":"https://www.wikidata.org/wiki/Q529909","display_name":"Multi-agent system","level":2,"score":0.4733089208602905},{"id":"https://openalex.org/C63108463","wikidata":"https://www.wikidata.org/wiki/Q581233","display_name":"Complex adaptive system","level":2,"score":0.4619031548500061},{"id":"https://openalex.org/C2780873155","wikidata":"https://www.wikidata.org/wiki/Q392811","display_name":"Agent-based model","level":2,"score":0.4584195017814636},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.4444350302219391},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3806382119655609},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3657570481300354},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.34914299845695496},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2331746220588684},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20216861367225647},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.16792410612106323}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1057/9781137453648_2","doi":"https://doi.org/10.1057/9781137453648_2","is_oa":false,"landing_page_url":"https://doi.org/10.1057/9781137453648_2","pdf_url":null,"source":{"id":"https://openalex.org/S4306463716","display_name":"Palgrave Macmillan UK eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310319703","host_organization_name":"Palgrave Macmillan","host_organization_lineage":["https://openalex.org/P4310319703","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Palgrave Macmillan","Springer Nature"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Agent-Based Modeling and Simulation","raw_type":"book-chapter"},{"id":"doi:10.1057/9781137453648.0004","doi":"https://doi.org/10.1057/9781137453648.0004","is_oa":false,"landing_page_url":"https://doi.org/10.1057/9781137453648.0004","pdf_url":null,"source":{"id":"https://openalex.org/S4306463715","display_name":"Palgrave Macmillan eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310319703","host_organization_name":"Palgrave Macmillan","host_organization_lineage":["https://openalex.org/P4310319703","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Palgrave Macmillan","Springer Nature"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Agent-based Modeling and Simulation","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W151534888","https://openalex.org/W316165214","https://openalex.org/W642931636","https://openalex.org/W1482193576","https://openalex.org/W1510118806","https://openalex.org/W1529910098","https://openalex.org/W1541379824","https://openalex.org/W1552296564","https://openalex.org/W1577898041","https://openalex.org/W1578573078","https://openalex.org/W1586418342","https://openalex.org/W1592036347","https://openalex.org/W1639032689","https://openalex.org/W1968782720","https://openalex.org/W1969599053","https://openalex.org/W1970175307","https://openalex.org/W1972178529","https://openalex.org/W1983989471","https://openalex.org/W1991612846","https://openalex.org/W2002154183","https://openalex.org/W2015280990","https://openalex.org/W2044929988","https://openalex.org/W2051317529","https://openalex.org/W2067274803","https://openalex.org/W2071492657","https://openalex.org/W2077563974","https://openalex.org/W2087632492","https://openalex.org/W2098057487","https://openalex.org/W2102360367","https://openalex.org/W2105291362","https://openalex.org/W2106989521","https://openalex.org/W2112682311","https://openalex.org/W2129408227","https://openalex.org/W2130732224","https://openalex.org/W2145408484","https://openalex.org/W2150704630","https://openalex.org/W2153835568","https://openalex.org/W2155272711","https://openalex.org/W2167951823","https://openalex.org/W2483014731","https://openalex.org/W2497585850","https://openalex.org/W2743210443","https://openalex.org/W2889011686","https://openalex.org/W2912399540","https://openalex.org/W2992576352","https://openalex.org/W3023540311","https://openalex.org/W4210523982","https://openalex.org/W4211185879","https://openalex.org/W4235886299","https://openalex.org/W4243099941","https://openalex.org/W6602559188","https://openalex.org/W6629510986","https://openalex.org/W6806918426","https://openalex.org/W6991957103","https://openalex.org/W7019624651"],"related_works":["https://openalex.org/W3011439212","https://openalex.org/W2377008790","https://openalex.org/W3140606600","https://openalex.org/W3140951851","https://openalex.org/W3144317484","https://openalex.org/W7221178037","https://openalex.org/W3146059362","https://openalex.org/W3145638023","https://openalex.org/W3149462652","https://openalex.org/W2979473663"],"abstract_inverted_index":{"Agent-based":[0,18,43],"modeling":[1,11,19,70],"and":[2,30,39,53,64,76,94,108,119,122],"simulation":[3],"(ABMS)":[4],"is":[5,20],"a":[6,21,83,90,99,115],"relatively":[7],"new":[8],"approach":[9],"to":[10,23,56,102],"systems":[12,29,35],"composed":[13],"of":[14,27,48,61,68,74,86,92,117],"autonomous,":[15],"interacting":[16],"agents.":[17],"way":[22],"model":[24],"the":[25,58,72,105],"dynamics":[26],"complex":[28,31],"adaptive":[32],"systems.":[33],"Such":[34],"often":[36],"self-organize":[37],"themselves":[38],"create":[40],"emergent":[41],"order.":[42],"models":[44,47],"also":[45],"include":[46],"behaviour":[49],"(human":[50],"or":[51],"otherwise)":[52],"are":[54],"used":[55],"observe":[57],"collective":[59],"effects":[60],"agent":[62,69,126],"behaviours":[63],"interactions.":[65],"The":[66],"development":[67],"tools,":[71],"availability":[73],"micro-data,":[75],"advances":[77],"in":[78],"computation":[79],"have":[80],"made":[81],"possible":[82],"growing":[84],"number":[85],"agent-based":[87],"applications":[88,113],"across":[89,114],"variety":[91,116],"domains":[93],"disciplines.":[95],"This":[96],"article":[97],"provides":[98],"brief":[100],"introduction":[101],"ABMS,":[103],"illustrates":[104],"main":[106],"concepts":[107],"foundations,":[109],"discusses":[110],"some":[111],"recent":[112],"disciplines,":[118],"identifies":[120],"methods":[121],"toolkits":[123],"for":[124],"developing":[125],"models.":[127]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":15},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":12},{"year":2016,"cited_by_count":9},{"year":2015,"cited_by_count":6},{"year":2014,"cited_by_count":4},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":1}],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2022-05-11T00:00:00"}